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leahchilders/README.md

Hi, I'm Leah!

Applied Math PhD candidate at Penn State (graduating Fall 2026).

Research

Optimizing antibiotic dosing & minimizing antimicrobial resistance through dynamical-systems and PK/PD modeling. First-author paper in Journal of Biological Dynamics (2026); a second, on a new efficacy metric, in submission preparation, and two others in drafting stages.

Research includes both analytic and numerical results; I focus primarily on custom computational tools for the problems I solve, built in whatever ecosystem makes the most sense. Currently that main ecosystem is Julia for high-performance scientific computing, though I am also fluent in Python, Matlab, and R.

Selected Projects

  • NeurAllegro: a deterministic MusicXML --> token tokenizer/encoder for music notation, the layer most music-AI discards by working in MIDI.
  • LearnFlow: rethinking the gradebook beyond numerical/rubric grading, built with Penn State faculty input
  • Boids w/ Disease Dynamics: flocking simulations (boid) adorned with compartmental epidemic models (SIR-type); multiscale modeling
  • Small research tools I open-source when they're useful (e.g. cherry-pick-scatterpoints).

Tools

Python · Julia · JAX / numba · NumPy / SciPy · Next.js / Supabase · SQL · Matlab / R

Elsewhere

📫 leahchilders6745@gmail.com

Pinned Loading

  1. CeftriaxoneDatabase CeftriaxoneDatabase Public

    Ceftriaxone + N. Gonorrhoeae database of published PD fits

    1

  2. GeneralAntibioticDosing GeneralAntibioticDosing Public

    Code to reproduce select figures.

    Jupyter Notebook 1

  3. cherry-pick-scatterpoints cherry-pick-scatterpoints Public

    Simple web tool to cherry pick, visualize, and export a subset of scatterpoints from a full set

    HTML

  4. NeurAllegro-tokenizer NeurAllegro-tokenizer Public

    musicxml semantics-preserving tokenizer